In [ ]:
import numpy as np
import pandas as pd
from google.colab import drive
from sklearn.model_selection import train_test_split
from sklearn.metrics import confusion_matrix, accuracy_score
import matplotlib.pyplot as plt
from sklearn.linear_model import PassiveAggressiveClassifier
from sklearn.naive_bayes import MultinomialNB
from sklearn.metrics import accuracy_score, confusion_matrix
import itertools
from sklearn.ensemble import RandomForestClassifier
In [ ]:
import tensorflow as tf
from tensorflow.keras.layers import Embedding
from tensorflow.keras.preprocessing.sequence import pad_sequences
from tensorflow.keras.models import Sequential
from tensorflow.keras.preprocessing.text import one_hot
from tensorflow.keras.layers import LSTM, Dense
from tensorflow.keras.layers import Dropout
In [ ]:
import nltk
import re
from nltk.corpus import stopwords
from nltk.stem.porter import PorterStemmer
In [ ]:
nltk.download('stopwords')

[nltk_data] Downloading package stopwords to /root/nltk_data...
[nltk_data]   Unzipping corpora/stopwords.zip.
Out[ ]:
True
In [ ]:
tf.__version__
Out[ ]:
'2.14.0'
In [ ]:
drive.mount('/content/drive')

Mounted at /content/drive
In [ ]:
df = pd.read_csv('/content/drive/MyDrive/data/FakeNews/train.csv')
In [ ]:
df.shape
Out[ ]:
(20800, 5)
In [ ]:
df.head()
Out[ ]:
id title author text label
0 0 House Dem Aide: We Didn’t Even See Comey’s Let... Darrell Lucus House Dem Aide: We Didn’t Even See Comey’s Let... 1
1 1 FLYNN: Hillary Clinton, Big Woman on Campus - ... Daniel J. Flynn Ever get the feeling your life circles the rou... 0
2 2 Why the Truth Might Get You Fired Consortiumnews.com Why the Truth Might Get You Fired October 29, ... 1
3 3 15 Civilians Killed In Single US Airstrike Hav... Jessica Purkiss Videos 15 Civilians Killed In Single US Airstr... 1
4 4 Iranian woman jailed for fictional unpublished... Howard Portnoy Print \nAn Iranian woman has been sentenced to... 1
In [ ]:
df.dropna(inplace = True)
In [ ]:
df.isnull().sum()
Out[ ]:
id        0
title     0
author    0
text      0
label     0
dtype: int64
In [ ]:
df.shape
Out[ ]:
(18285, 5)
In [ ]:
X = df.drop('label', axis = 1)
In [ ]:
y = df['label']
In [ ]:
X.shape
Out[ ]:
(18285, 4)
In [ ]:
y.shape
Out[ ]:
(18285,)
In [ ]:
voc_size = 50000

One Hot Representation¶

In [ ]:
messages = X.copy()
In [ ]:
messages.reset_index(inplace = True)    # As we have dropped some of the datapoints containing NaN values.
In [ ]:
messages.head()
Out[ ]:
index id title author text
0 0 0 House Dem Aide: We Didn’t Even See Comey’s Let... Darrell Lucus House Dem Aide: We Didn’t Even See Comey’s Let...
1 1 1 FLYNN: Hillary Clinton, Big Woman on Campus - ... Daniel J. Flynn Ever get the feeling your life circles the rou...
2 2 2 Why the Truth Might Get You Fired Consortiumnews.com Why the Truth Might Get You Fired October 29, ...
3 3 3 15 Civilians Killed In Single US Airstrike Hav... Jessica Purkiss Videos 15 Civilians Killed In Single US Airstr...
4 4 4 Iranian woman jailed for fictional unpublished... Howard Portnoy Print \nAn Iranian woman has been sentenced to...
In [ ]:
ps = PorterStemmer()
corpus = []
for i in range(0, len(messages)):
  review = re.sub('[^a-zA-Z]',' ', messages['text'][i])
  review = review.lower()
  review = review.split()
  review = [ps.stem(word) for word in review if not word in stopwords.words('english')]
  review = ' '.join(review)
  corpus.append(review)
In [ ]:
len(corpus[0])
Out[ ]:
2849
In [ ]:
onehot_rep = [one_hot(words, voc_size) for words in corpus]
onehot_rep
Out[ ]:
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Embedding Representation¶

In [ ]:
sent_len = 5000
embedded_doc = pad_sequences(onehot_rep, padding = 'pre', maxlen = sent_len)
print(embedded_doc)

[[    0     0     0 ...  6098 44121 26561]
 [    0     0     0 ... 40797  5671 33843]
 [    0     0     0 ... 17246   342 45807]
 ...
 [    0     0     0 ... 10671 27631 24494]
 [    0     0     0 ... 21013 30468 41773]
 [    0     0     0 ... 21682 47208 45450]]
In [ ]:
len(embedded_doc)
Out[ ]:
18285
In [ ]:
X_fea = np.array(embedded_doc)
y = np.array(y)
In [ ]:
print(X_fea.shape, y.shape)

(18285, 5000) (18285,)
In [ ]:
Xtrain, Xtest, ytrain, ytest = train_test_split(X_fea, y, test_size = 0.33, random_state = 1)
In [ ]:
def plot_confusion_matrix(cm, classes, normalize= False, title = 'Confusion Matrix', cmap = plt.cm.Blues):
    plt.imshow(cm, interpolation='nearest', cmap=cmap)
    plt.title(title)
    plt.colorbar()
    tick_marks = np.arange(len(classes))
    plt.xticks(tick_marks, classes, rotation = 45)
    plt.yticks(tick_marks, classes)

    if normalize:
        cm = cm.astype('flaot')/cm.sum(axis = 1)[:, np.newaxis]
        print('Normalized Confusion Matrix')
    else:
        print("Confusion Matrix without normalization")

    thresh = cm.max() / 2.
    for i, j in itertools.product(range(cm.shape[0]), range(cm.shape[1])):
        plt.text(j, i, cm[j,i], horizontalalignment="center", color="white" if cm[i, j] > thresh else "black")


    plt.tight_layout()
    plt.ylabel('True Label')
    plt.xlabel('Predicted Label')

Naive Bayes Model¶

In [ ]:
classifier = MultinomialNB()
In [ ]:
classifier.fit(Xtrain, ytrain)
pred = classifier.predict(Xtest)
In [ ]:
score = accuracy_score(ytest, pred)
score
Out[ ]:
0.6251864125932063
In [ ]:
cm = confusion_matrix(ytest, pred)
plot_confusion_matrix(cm, classes=['FAKE', 'REAL'])

Confusion Matrix without normalization

PassiveAggressiveClassifier¶

In [ ]:
linear_clf = PassiveAggressiveClassifier(n_iter_no_change=50)
In [ ]:
linear_clf.fit(Xtrain, ytrain)
pred = linear_clf.predict(Xtest)
score = accuracy_score(ytest, pred)
score
Out[ ]:
0.584092792046396
In [ ]:
cm = confusion_matrix(ytest, pred)
plot_confusion_matrix(cm, classes=['FAKE', 'REAL'])

Confusion Matrix without normalization

Random Forest Algorithm¶

In [ ]:
rmf = RandomForestClassifier(n_estimators=100)
rmf_model = rmf.fit(Xtrain, ytrain)
pred = rmf_model.predict(Xtest)
score = accuracy_score(ytest, pred)
score
Out[ ]:
0.6806959403479702
In [ ]:
cm = confusion_matrix(ytest, pred)
plot_confusion_matrix(cm, classes=['FAKE', 'REAL'])

Confusion Matrix without normalization

LSTM RNN¶

In [ ]:
emb_vec_features = 40
model = Sequential()
model.add(Embedding(voc_size, emb_vec_features, input_length = sent_len))
model.add(LSTM(100))
model.add(Dense(1, activation = 'sigmoid'))
model.compile(loss='binary_crossentropy', optimizer='adam', metrics =['accuracy'])
print(model.summary())

Model: "sequential"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 embedding (Embedding)       (None, 5000, 40)          2000000   
                                                                 
 lstm (LSTM)                 (None, 100)               56400     
                                                                 
 dense (Dense)               (None, 1)                 101       
                                                                 
=================================================================
Total params: 2056501 (7.84 MB)
Trainable params: 2056501 (7.84 MB)
Non-trainable params: 0 (0.00 Byte)
_________________________________________________________________
None
In [ ]:
model.fit(Xtrain, ytrain, validation_data= (Xtest, ytest), epochs = 10, batch_size=64)

Epoch 1/10
192/192 [==============================] - 72s 338ms/step - loss: 0.3328 - accuracy: 0.8544 - val_loss: 0.2099 - val_accuracy: 0.9210
Epoch 2/10
192/192 [==============================] - 65s 339ms/step - loss: 0.1169 - accuracy: 0.9619 - val_loss: 0.1875 - val_accuracy: 0.9394
Epoch 3/10
192/192 [==============================] - 60s 312ms/step - loss: 0.0539 - accuracy: 0.9829 - val_loss: 0.2076 - val_accuracy: 0.9289
Epoch 4/10
192/192 [==============================] - 56s 289ms/step - loss: 0.0380 - accuracy: 0.9869 - val_loss: 0.2392 - val_accuracy: 0.9254
Epoch 5/10
192/192 [==============================] - 58s 302ms/step - loss: 0.0343 - accuracy: 0.9900 - val_loss: 0.2871 - val_accuracy: 0.9244
Epoch 6/10
192/192 [==============================] - 59s 307ms/step - loss: 0.0280 - accuracy: 0.9921 - val_loss: 0.3214 - val_accuracy: 0.9276
Epoch 7/10
192/192 [==============================] - 56s 289ms/step - loss: 0.0109 - accuracy: 0.9975 - val_loss: 0.3250 - val_accuracy: 0.9193
Epoch 8/10
192/192 [==============================] - 49s 252ms/step - loss: 0.0370 - accuracy: 0.9879 - val_loss: 0.3262 - val_accuracy: 0.9183
Epoch 9/10
192/192 [==============================] - 47s 246ms/step - loss: 0.0112 - accuracy: 0.9963 - val_loss: 0.3370 - val_accuracy: 0.9167
Epoch 10/10
192/192 [==============================] - 50s 261ms/step - loss: 0.0119 - accuracy: 0.9966 - val_loss: 0.3433 - val_accuracy: 0.8996
Out[ ]:
<keras.src.callbacks.History at 0x7a5045f9e5c0>
In [ ]:
ypred = model.predict(Xtest)

189/189 [==============================] - 11s 58ms/step
In [ ]:
ypred = [1 if i > 0.5 else 0 for i in ypred ]
In [ ]:
accuracy_score(ytest, ypred)
Out[ ]:
0.8995857497928749
In [ ]:
cm = confusion_matrix(ytest, ypred)
plot_confusion_matrix(cm, classes=['FAKE', 'REAL'])

Confusion Matrix without normalization
In [ ]: